Medical Diagnosis Imaging Systems: Image and Signal Processing Applications Aided by Fuzzy Logic

被引:0
|
作者
Hata, Yutaka [1 ]
机构
[1] Univ Hyogo, Grad Sch Engn, Dept Elect Engn & Comp Sci, Div Comp Engn, Himeji, Hyogo 6712280, Japan
关键词
MR image; image segmentation; brain; fuzzy logic; signal processing; ultrasound; Alzhaimer's disease; SEGMENTATION;
D O I
10.1117/12.855410
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
First, we describe an automated procedure for segmenting an MR image of a human brain based on fuzzy logic for diagnosing Alzheimer's disease. The intensity thresholds for segmenting the whole brain of a subject are automatically determined by finding the peaks of the intensity histogram. After these thresholds are evaluated in a region growing, the whole brain can be identified. Next, we describe a procedure for decomposing the obtained whole brain into the left and right cerebral hemispheres, the cerebellum and the brain stem. Our method then identified the whole brain, the left cerebral hemisphere, the right cerebral hemisphere, the cerebellum and the brain stem. Secondly, we describe a trans-skull sonography system that can visualize the shape of the skull and brain surface from any point to examine skull fracture and some brain diseases. We employ fuzzy signal processing to determine the skull and brain surface. The phantom model, the animal model with soft tissue, the animal model with brain tissue, and a human subjects' forehead is applied in our system. The all shapes of the skin surface, skull surface, skull bottom, and brain tissue surface are successfully determined.
引用
收藏
页数:10
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